Terminus-2 – GLM-5.3 (max, default) vs. Kimi Code – Kimi K2.7 Code (always on): geospatial agent comparison
Comparison between Terminus-2 – GLM-5.3 (max, default) and Kimi Code – Kimi K2.7 Code (always on) on the Geospatial Agent Index, each benchmark, cost, time and token use, from the same tasks, agent and limits. Methodology.
Side by side
| Metric | Terminus-2 – GLM-5.3 (max, default) | Kimi Code – Kimi K2.7 Code (always on) |
|---|---|---|
| Geospatial Agent Index | 38* | 54* (partial: attempt 1 on 82 of 320 tasks) |
| Earth-Bench V2 score | 33 | 58 |
| GeoBenchX score | 42 | 49 |
| GeoAgentBench score (guided GIS workflow; outside the index) | 92 | No data |
| GeoAnalystBench score (guided GIS workflow; outside the index) | 84 | No data |
| Raster and remote sensing score | 31 | 67 |
| Vector and overlay score | 50 | 0 |
| Networks and routing score | No data | No data |
| Climate and time series score | 38 | 0 |
| Spatial statistics and interpolation score | 0 | 17 |
| Mapping and cartography score | 58 | 81 |
| Recognising infeasible requests score | 38 | 31 |
| Cost per task | $0.525 | $0.227 |
| Time per task | 12.4 min | 8.3 min |
| Tokens per attempt | 385k | 802k |
| Turns per attempt | 12.2 | No data |
| Attempts decided | 320 | 79 |
| Input price per 1M tokens | $1.40 | $0.95 |
| Output price per 1M tokens | $4.40 | $4.00 |
| Context window | 1,048,576 | 262,144 |
| Image input | No | Yes |
| Developer | Z.ai | Moonshot AI |
Charts
Partial coverage. Kimi Code – Kimi K2.7 Code (always on): 12 of 147 Earth-Bench V2 tasks; 70 of 173 GeoBenchX tasks. Grey placeholders identify these entries in the index, cost and time charts; their height does not represent a value. Comparable bars appear when first-attempt coverage is complete. Their available results remain in the side-by-side table.
Geospatial Agent Index
Equal-weight average of the evaluation scores, 0 to 100 · Higher is better
First eight selected entries in metric order. Full results in table view.
Data table: Geospatial Agent Index
| Model | Creator | Geospatial Agent Index | Range while attempts are pending | Benchmarks covered | Coverage (attempts) |
|---|---|---|---|---|---|
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | 38* | No pending judgements; coverage incomplete | 2 of 2 | 320 of 614 planned attempts |
Cost per task
Average cost per task (USD) · Lower is better
First eight selected entries in metric order. Full results in table view.
How to read this chart
Not shown: partial coverage. Kimi Code – Kimi K2.7 Code (always on).
Data table: Cost per task
| Model | Creator | Cost per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | $0.525 | 320 of 614 planned attempts |
Time per task
Average agent wall time per task · Lower is better
First eight selected entries in metric order. Full results in table view.
How to read this chart
Not shown: partial coverage. Kimi Code – Kimi K2.7 Code (always on).
Data table: Time per task
| Model | Creator | Time per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – GLM-5.3 (max, default) | Z.ai | 12.4 min | 320 of 614 planned attempts |
Frequently asked questions
Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.3 (max, default) or Kimi Code – Kimi K2.7 Code (always on)?
Which is cheaper per task, Terminus-2 – GLM-5.3 (max, default) or Kimi Code – Kimi K2.7 Code (always on)?
Which is faster per task, Terminus-2 – GLM-5.3 (max, default) or Kimi Code – Kimi K2.7 Code (always on)?
Which has the larger context window, Terminus-2 – GLM-5.3 (max, default) or Kimi Code – Kimi K2.7 Code (always on)?
More: Terminus-2 – GLM-5.3 (max, default) · Kimi Code – Kimi K2.7 Code (always on) · all comparisons